{"id":"https://openalex.org/W4389109146","doi":"https://doi.org/10.1145/3587259.3627550","title":"Schema First! Learn Versatile Knowledge Graph Embeddings by Capturing Semantics with MASCHInE","display_name":"Schema First! Learn Versatile Knowledge Graph Embeddings by Capturing Semantics with MASCHInE","publication_year":2023,"publication_date":"2023-11-28","ids":{"openalex":"https://openalex.org/W4389109146","doi":"https://doi.org/10.1145/3587259.3627550"},"language":"en","primary_location":{"id":"doi:10.1145/3587259.3627550","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3587259.3627550","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3587259.3627550","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th Knowledge Capture Conference 2023","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3587259.3627550","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018878315","display_name":"Nicolas Hubert","orcid":"https://orcid.org/0000-0002-4682-422X"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210121838","display_name":"Laboratoire Lorrain de Recherche en Informatique et ses Applications","ror":"https://ror.org/02vnf0c38","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I277688954","https://openalex.org/I4210107720","https://openalex.org/I4210121838","https://openalex.org/I4210159245","https://openalex.org/I90183372"]},{"id":"https://openalex.org/I4387154775","display_name":"\u00c9quipe de Recherche sur les Processus Innovatifs","ror":"https://ror.org/01hntn815","country_code":null,"type":"facility","lineage":["https://openalex.org/I4387154775","https://openalex.org/I90183372"]},{"id":"https://openalex.org/I90183372","display_name":"Universit\u00e9 de Lorraine","ror":"https://ror.org/04vfs2w97","country_code":"FR","type":"education","lineage":["https://openalex.org/I90183372"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nicolas Hubert","raw_affiliation_strings":["BIRD, Universit\u00e9 de Lorraine, CNRS, LORIA, France and Universit\u00e9 de Lorraine, ERPI, France","BIRD - Building artificial Intelligence between trust, Responsibility and Decision (France)"],"raw_orcid":"https://orcid.org/0000-0002-4682-422X","affiliations":[{"raw_affiliation_string":"BIRD, Universit\u00e9 de Lorraine, CNRS, LORIA, France and Universit\u00e9 de Lorraine, ERPI, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210121838","https://openalex.org/I4387154775","https://openalex.org/I90183372"]},{"raw_affiliation_string":"BIRD - Building artificial Intelligence between trust, Responsibility and Decision (France)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040542771","display_name":"Heiko Paulheim","orcid":"https://orcid.org/0000-0003-4386-8195"},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Heiko Paulheim","raw_affiliation_strings":["University of Mannheim, Germany"],"raw_orcid":"https://orcid.org/0000-0003-4386-8195","affiliations":[{"raw_affiliation_string":"University of Mannheim, Germany","institution_ids":["https://openalex.org/I177802217"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088952442","display_name":"Pierre Monnin","orcid":"https://orcid.org/0000-0002-2017-8426"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Pierre Monnin","raw_affiliation_strings":["Universit\u00e9 C\u00f4te d'Azur, Inria, CNRS, I3S, France","WIMMICS - Web-Instrumented Man-Machine Interactions, Communities and Semantics (2004 route des lucioles\r\n06902 Sophia Antipolis - France)"],"raw_orcid":"https://orcid.org/0000-0002-2017-8426","affiliations":[{"raw_affiliation_string":"Universit\u00e9 C\u00f4te d'Azur, Inria, CNRS, I3S, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I1326498283"]},{"raw_affiliation_string":"WIMMICS - Web-Instrumented Man-Machine Interactions, Communities and Semantics (2004 route des lucioles\r\n06902 Sophia Antipolis - France)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103222074","display_name":"Armelle Brun","orcid":"https://orcid.org/0000-0002-9876-6906"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210121838","display_name":"Laboratoire Lorrain de Recherche en Informatique et ses Applications","ror":"https://ror.org/02vnf0c38","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I277688954","https://openalex.org/I4210107720","https://openalex.org/I4210121838","https://openalex.org/I4210159245","https://openalex.org/I90183372"]},{"id":"https://openalex.org/I90183372","display_name":"Universit\u00e9 de Lorraine","ror":"https://ror.org/04vfs2w97","country_code":"FR","type":"education","lineage":["https://openalex.org/I90183372"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Armelle Brun","raw_affiliation_strings":["BIRD, Universit\u00e9 de Lorraine, CNRS, LORIA, France","BIRD - Building artificial Intelligence between trust, Responsibility and Decision (France)"],"raw_orcid":"https://orcid.org/0000-0002-9876-6906","affiliations":[{"raw_affiliation_string":"BIRD, Universit\u00e9 de Lorraine, CNRS, LORIA, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210121838","https://openalex.org/I90183372"]},{"raw_affiliation_string":"BIRD - Building artificial Intelligence between trust, Responsibility and Decision (France)","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026047589","display_name":"Davy Monticolo","orcid":"https://orcid.org/0000-0002-4244-684X"},"institutions":[{"id":"https://openalex.org/I4387154775","display_name":"\u00c9quipe de Recherche sur les Processus Innovatifs","ror":"https://ror.org/01hntn815","country_code":null,"type":"facility","lineage":["https://openalex.org/I4387154775","https://openalex.org/I90183372"]},{"id":"https://openalex.org/I90183372","display_name":"Universit\u00e9 de Lorraine","ror":"https://ror.org/04vfs2w97","country_code":"FR","type":"education","lineage":["https://openalex.org/I90183372"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Davy Monticolo","raw_affiliation_strings":["Universit\u00e9 de Lorraine, ERPI, France"],"raw_orcid":"https://orcid.org/0000-0002-4244-684X","affiliations":[{"raw_affiliation_string":"Universit\u00e9 de Lorraine, ERPI, France","institution_ids":["https://openalex.org/I4387154775","https://openalex.org/I90183372"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2173,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.47988902,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"188","last_page":"196"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9656000137329102,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7867295742034912},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.551472544670105},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.5435038805007935},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.47864070534706116},{"id":"https://openalex.org/keywords/schema","display_name":"Schema (genetic algorithms)","score":0.4636014699935913},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.45532017946243286},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.41234734654426575},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4007832705974579},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36943793296813965},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3277672827243805}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7867295742034912},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.551472544670105},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.5435038805007935},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.47864070534706116},{"id":"https://openalex.org/C52146309","wikidata":"https://www.wikidata.org/wiki/Q7431116","display_name":"Schema (genetic algorithms)","level":2,"score":0.4636014699935913},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.45532017946243286},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.41234734654426575},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4007832705974579},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36943793296813965},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3277672827243805},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3587259.3627550","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3587259.3627550","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3587259.3627550","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th Knowledge Capture Conference 2023","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04344873v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-04344873","pdf_url":"https://inria.hal.science/hal-04344873/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://dl.acm.org/doi/proceedings/10.1145/3587259","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:ub-madoc.bib.uni-mannheim.de:66411","is_oa":false,"landing_page_url":"https://madoc.bib.uni-mannheim.de/66411/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196315","display_name":"MADOC (University of Mannheim)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177802217","host_organization_name":"University of Mannheim","host_organization_lineage":["https://openalex.org/I177802217"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Konferenzver\u00f6ffentlichung"}],"best_oa_location":{"id":"doi:10.1145/3587259.3627550","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3587259.3627550","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3587259.3627550","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th Knowledge Capture Conference 2023","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1320807730","display_name":"Ecole Fran\u00e7aise de l'Intelligence Artificielle - Site C\u00f4te d'Azur","funder_award_id":"ANR-22-CMAS-0004","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389109146.pdf","grobid_xml":"https://content.openalex.org/works/W4389109146.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W2592249290","https://openalex.org/W2728059831","https://openalex.org/W2914592219","https://openalex.org/W3015245730","https://openalex.org/W3030895774","https://openalex.org/W3103296573","https://openalex.org/W3138149011","https://openalex.org/W3172620719","https://openalex.org/W3174153016","https://openalex.org/W3176946744","https://openalex.org/W4288343461","https://openalex.org/W4312347033","https://openalex.org/W4323362462","https://openalex.org/W4389613402","https://openalex.org/W6600577311"],"related_works":["https://openalex.org/W2280422768","https://openalex.org/W2604454537","https://openalex.org/W2808284704","https://openalex.org/W2897702399","https://openalex.org/W4206028705","https://openalex.org/W2757431232","https://openalex.org/W2954554213","https://openalex.org/W2251363251","https://openalex.org/W4206547516","https://openalex.org/W4293236197"],"abstract_inverted_index":{"Knowledge":[0],"graph":[1,20,26],"embedding":[2],"models":[3,13],"(KGEMs)":[4],"have":[5],"gained":[6],"considerable":[7],"traction":[8],"in":[9,125,129],"recent":[10],"years.":[11],"These":[12],"learn":[14],"a":[15,40,51,68,102,119],"vector":[16],"representation":[17,70],"of":[18,43,71,101,118,144,155,188],"knowledge":[19,25],"entities":[21,74,80],"and":[22,75,121,151,175],"relations,":[23],"a.k.a.":[24],"embeddings":[27,57,111],"(KGEs).":[28],"Learning":[29],"versatile":[30,165],"KGEs":[31,127,166],"is":[32],"desirable":[33],"as":[34],"it":[35],"makes":[36,55],"them":[37],"useful":[38],"for":[39,50,94,172],"broad":[41],"range":[42],"tasks.":[44,178],"However,":[45],"KGEMs":[46,65],"are":[47,112],"usually":[48],"trained":[49],"specific":[52],"task,":[53],"which":[54,147],"their":[56],"task-dependent.":[58],"In":[59,88,159],"parallel,":[60],"the":[61,72,116,142,186],"widespread":[62],"assumption":[63],"that":[64,104,167],"actually":[66],"create":[67],"semantic":[69],"underlying":[73],"relations":[76],"(e.g.,":[77],"project":[78],"similar":[79],"closer":[81],"than":[82],"dissimilar":[83],"ones)":[84],"has":[85],"been":[86],"challenged.":[87],"this":[89,145],"work,":[90],"we":[91,148],"design":[92],"heuristics":[93],"generating":[95],"protographs":[96],"\u2013":[97],"small,":[98],"modified":[99],"versions":[100],"KG":[103],"leverage":[105],"RDF/S":[106],"information.":[107],"The":[108],"learnt":[109],"protograph-based":[110],"meant":[113],"to":[114],"encapsulate":[115],"semantics":[117],"KG,":[120],"can":[122],"be":[123],"leveraged":[124],"learning":[126],"that,":[128],"turn,":[130],"also":[131],"better":[132,170],"capture":[133],"semantics.":[134],"Extensive":[135],"experiments":[136],"on":[137],"various":[138],"evaluation":[139],"benchmarks":[140],"demonstrate":[141],"soundness":[143],"approach,":[146],"call":[149],"Modular":[150],"Agnostic":[152],"SCHema-based":[153],"Integration":[154],"protograph":[156],"Embeddings":[157],"(MASCHInE).":[158],"particular,":[160],"MASCHInE":[161],"helps":[162],"produce":[163],"more":[164],"yield":[168],"substantially":[169,184],"performance":[171],"entity":[173],"clustering":[174],"node":[176],"classification":[177],"For":[179],"link":[180],"prediction,":[181],"using":[182],"MASCHinE":[183],"increases":[185],"number":[187],"semantically":[189],"valid":[190],"predictions":[191],"with":[192],"equivalent":[193],"rank-based":[194],"performance.":[195]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-31T08:31:51.225901","created_date":"2025-10-10T00:00:00"}
